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How to Build Your First AI Agent Using Model Context Protocol and Python

Building an AI agent involves more than connecting a language model to a chatbot interface. A useful agent needs access to external tools, the ability to process information, and a controlled way to perform tasks on behalf of a user. For example, an AI agent could calculate figures, retrieve information from a local database, read documents, create reports, or interact with external services. However, giving an AI model access to these capabilities introduces an important technical challenge: how do you connect the model to external tools without building a separate integration for every application? The Model Context Protocol (MCP) provides a standard approach to this problem. MCP allows AI applications to communicate with external tools and data sources through a common protocol. Instead of building a different connection for every model and application, developers can create MCP servers that expose specific capabilities to compatible AI clients. Python makes this process accessible ...

How to Audit Your Website for Broken Links and Technical Errors

A website can look completely functional while carrying technical problems that users, search engines, and security systems encounter every day. Broken links, missing pages, failed redirects, inaccessible resources, indexing errors, insecure content, and malformed HTML can remain hidden until someone performs a proper technical audit. Regular auditing is therefore part of basic website maintenance. It is also relevant to security, compliance, and site management because technical failures can affect access to content, expose outdated resources, interfere with security controls, and create poor experiences for visitors. The good news is that a technical audit does not require guessing. Website owners can combine crawling tools, browser developer tools, server information, Google Search Console, and standards-based validators to identify and correct many common problems. Start With a Complete Crawl The first step is to crawl the website rather than checking pages manually one at a time. ...